ICTD OR ICT4D, Twitter, 9/12/2022 8:29:49 AM, 281765


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ICTD OR ICT4D_2022-09-11_20-30-00.xlsx
ICTD OR ICT4D_2022-09-11_20-30-00.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 12, 2022
Short Description:
ICTD OR ICT4D via NodeXL https://bit.ly/3L7sPXw
@cddmanchester
@phat_controller
@celebeerations
@this0499154500
@ictdtax
@fortuny
@designthinkbot
@larrypress
@a4a_internet
@silviahedley

Top hashtags:
#ict4d
#digitaldivide
#pakdatasci
#datascience
#globaldev
#tax

Description:
Description
The graph represents a network of 304 Twitter users whose tweets in the requested range contained "ICTD OR ICT4D", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 12 September 2022 at 03:30 UTC.

The requested start date was Monday, 12 September 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 5-hour, 3-minute period from Monday, 29 August 2022 at 05:25 UTC to Sunday, 11 September 2022 at 10:28 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

The graph is directed.

The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.

The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.


Author Description


Overall Graph Metrics
Vertices : 304
Unique Edges : 230
Edges With Duplicates : 355
Total Edges : 585
Number of Edge Types : 5
Retweet : 138
MentionsInRetweet : 217
Tweet : 69
Mentions : 157
Replies to : 4
Self-Loops : 74
Reciprocated Vertex Pair Ratio : 0.065625
Reciprocated Edge Ratio : 0.12316715542522
Connected Components : 62
Single-Vertex Connected Components : 24
Maximum Vertices in a Connected Component : 88
Maximum Edges in a Connected Component : 226
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.994589
Graph Density : 0.00370201493833594
Modularity : 0.552249
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 304 Twitter users whose tweets in the requested range contained "ICTD OR ICT4D", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 12 September 2022 at 03:30 UTC.

The requested start date was Monday, 12 September 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 5-hour, 3-minute period from Monday, 29 August 2022 at 05:25 UTC to Sunday, 11 September 2022 at 10:28 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : ICTD OR ICT4D
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=281311
[3] https://howtobuildpeace.org/attend-the-conference/register/
[3] https://www.words4link.it/materiali/
[3] https://www.dsaireland.org/
[2] https://www.ict4d.at/2022/09/11/three-months-teaching-in-india/
[2] https://www.comesa.int/steps-towards-harmonised-policy-for-e-commerce-in-the-region/
[2] https://www.unesco.org/en/days/literacy
[2] https://www.ictworks.org/digital-health-innovations-funding/#.YwxNhs3FQ_8.twitter
[2] https://a4ai.org/news/the-cost-of-smartphones-falls-but-they-remain-unaffordable-for-billions-around-the-world/
[2] https://socialimpact.github.com/insights/social-impact-tech-social-good-unga77/

Top URLs in Tweet in G1:
[4] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=281311
[3] https://www.dsaireland.org/
[2] https://www.tandfonline.com/doi/full/10.1080/02681102.2022.2103951?cookieSet=1
[2] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=280905
[1] https://members.linkedin.com/creators
[1] https://techchange.breezy.hr/p/b8d9e3723359
[1] https://onlinelibrary.wiley.com/doi/10.1002/isd2.12215
[1] https://www.tandfonline.com/doi/abs/10.1080/02681102.2022.2076640?journalCode=titd20&cookieSet=1
[1] https://www.tandfonline.com/doi/full/10.1080/02681102.2022.2076640?cookieSet=1
[1] https://opendocs.ids.ac.uk/opendocs/handle/20.500.12413/17558

Top URLs in Tweet in G2:
[2] https://aidnography.blogspot.com/2022/08/development-ict4d-digital-communication-academia-link-review-451.html
[1] https://aidnography.blogspot.com/2022/09/development-ict4d-digital-communication-academia-link-review-452.html
[1] https://aidnography.blogspot.com/2022/08/development-ict4d-digital-communication-academia-link-review-450.html

Top URLs in Tweet in G3:
[2] https://www.youtube.com/watch?v=jn_TrXlFso8&t=1s

[1] https://www.youtube.com/watch?v=jn_TrXlFso8&feature=youtu.be

[1] https://twitter.com/CDDManchester/status/1566745488619147264

Top URLs in Tweet in G4:
[2] https://thisisamos.com/2022/09/07/8-tips-for-hosting-hybrid-meetings/
[1] https://twitter.com/magmalaya/status/1564666247366823938
[1] https://www.sytner.co.uk/car-search/14602196-1747775-rolls-royce-phantom-4dr-auto/?supersearch=1&ictd[master]=vid~c60839c4-6d23-4233-b473-cbb1b284a886&ictd[il2558]=rlt~1662051266~land~2_16419_vref_ae56522763d1b8aa324640c60a788851~pt_fbclid~IwAR3SEwkwke7ZETObtMSps6x0FweVykbQvKbPgK9SkPqDm4TbFJe_JfzhcAo&ictd[siteId]=617&fbclid=IwAR1bwrK1KNsr3W3CM3TRyjlhRNqdbReLcfOwxUaKKJminf2Quf6B9DdP3_w
[1] https://www.unjobnet.org/jobs/detail/47633127
[1] https://onlinelibrary.wiley.com/doi/10.1002/asi.24708
[1] https://www.jobsinict.com/job/ict-officer-erp-ictd-digital-core-p2-553232-valencia-spain-unicef/
[1] http://sytner.co.uk
[1] https://www.sytner.co.uk/car-search/14900380-1785663-alpina-b3-b3-3.0-bi-turbo-5dr-switch-tronic/?supersearch=1&ictd%5Bmaster%5D=vid~f8ee7707-2b47-42a4-a49c-d54b4be9e9b2&ictd%5Bil2558%5D=rlt~1662562278~land~2___&ictd%5BsiteId%5D=617
[1] https://bit.ly/3x1GMQY
[1] https://thisisamos.com/2022/09/08/our-perceived-identity/

Top URLs in Tweet in G5:
[1] https://www.ictd.ac/blog/mobile-money-taxation-east-africa-harmonisation/?utm_content=buffer6b25c&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.ictd.ac/blog/ghana-e-levy-sour-sweet-switches/?utm_content=bufferbd09e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://iippe.org/12th-annual-conference-in-political-economy/?utm_content=buffer26a8e&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.ictd.ac/publication/at-table-off-menu-assessing-participation-lower-income-countries-global-tax-negotiations/
[1] https://twitter.com/tatfalcao/status/1567499516827271168
[1] https://www.ictd.ac/theme/informal-tax/
[1] https://twitter.com/giulia_mascagni/status/1565620146928078849
[1] https://www.ictd.ac/publication/mandating-digital-tax-tools-response-covid-evidence-eswatini/?utm_content=bufferbbd99&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.ictd.ac/publication/small-nets-for-big-fish-tax-enforcement-on-the-richest-evidence-from-uganda/?utm_content=buffer1cf64&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.ictd.ac/publication/visual-nudges-how-deterrence-and-equity-shape-tax-compliance-attitudes-and-behaviour-in-rwanda/

Top URLs in Tweet in G6:
[2] https://socialimpact.github.com/insights/social-impact-tech-social-good-unga77/
[1] https://socialimpact.github.com/insights/oss-india-kenya-egypt-mexico/

Top URLs in Tweet in G7:
[2] https://a4ai.org/news/the-cost-of-smartphones-falls-but-they-remain-unaffordable-for-billions-around-the-world/
[2] https://www.ictworks.org/digital-health-innovations-funding/#.YwxNhs3FQ_8.twitter
[2] https://www.ictworks.org/ict4d-academic-research/
[1] https://www.ictworks.org/disinformation-eastern-central-europe/#.YxoFWqxOf4Q.twitter
[1] https://a4ai.org/news/the-importance-of-gender-inclusion-and-gender-responsiveness-in-ict-and-broadband-policymaking-in-pakistan/
[1] https://www.ictworks.org/digital-health-should-be-on-fhir/#.YxBL8tJoHqI.twitter
[1] https://www.ictworks.org/data-systems-to-safeguard-human-rights/#.YxguwTmv0nY.twitter
[1] https://www.coindesk.com/tech/2022/07/21/bitcoin-non-profit-trust-launches-africa-open-source-cohort-names-first-developer/
[1] https://a4ai.org/news/what-is-meaningful-internet-access-conceptualising-a-holistic-ict4d-policy-framework/
[1] https://a4ai.org/what-is-meaningful-internet-access-conceptualising-a-holistic-ict4d-policy-framework/

Top URLs in Tweet in G8:
[2] https://www.it4life.org/lead-ict4d-specialist-h-f/
[1] https://ict4dmalaria.pathable.co/agenda#/?limit=20&sortByFields[0]=startsAt&sortByOrders[0]=1&uid=9Hcr5jrP2pokJqCy9
[1] https://www.developmentaid.org/jobs/view/1263922/lead-ict4d-specialist-hf
[1] https://www.developmentaid.org/jobs/view/1263537/environmental-specialist-international

Top Domains
Top Domains in Tweet in Entire Graph:
[13] twitter.com
[8] ictd.ac
[7] ictworks.org
[6] nodexlgraphgallery.org
[5] a4ai.org
[4] tandfonline.com
[4] thisisamos.com
[4] co.uk
[4] blogspot.com
[4] youtube.com

Top Domains in Tweet in G1:
[6] nodexlgraphgallery.org
[4] tandfonline.com
[3] dsaireland.org
[1] linkedin.com
[1] breezy.hr
[1] wiley.com
[1] ac.uk
[1] usaid.gov
[1] livestorm.co

Top Domains in Tweet in G2:
[4] blogspot.com

Top Domains in Tweet in G3:
[3] youtube.com
[1] twitter.com

Top Domains in Tweet in G4:
[4] thisisamos.com
[3] co.uk
[2] aplitrak.com
[1] twitter.com
[1] unjobnet.org
[1] wiley.com
[1] jobsinict.com
[1] bit.ly
[1] webmo.info
[1] energypedia-consult.com

Top Domains in Tweet in G5:
[8] ictd.ac
[4] twitter.com
[1] iippe.org

Top Domains in Tweet in G6:
[3] github.com

Top Domains in Tweet in G7:
[7] ictworks.org
[5] a4ai.org
[1] coindesk.com
[1] twitter.com

Top Domains in Tweet in G8:
[2] it4life.org
[2] developmentaid.org
[1] pathable.co

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[99] ict4d
[15] digitaldivide
[13] pakdatasci
[12] datascience
[11] globaldev
[8] tax
[8] india
[8] designthinking
[6] digitaltransformation
[6] opensourcesoftware



Top Hashtags in Tweet in G1:
[20] ict4d
[8] designthinking
[3] globaldev
[3] openaccess
[2] tech
[2] innovation
[2] sdgs
[2] digitaldai
[2] pakdatasci
[2] datascience

Top Hashtags in Tweet in G2:
[7] globaldev

Top Hashtags in Tweet in G3:
[14] ict4d
[14] digitaldivide

Top Hashtags in Tweet in G4:
[16] ict4d
[4] digitaltransformation
[3] webmo
[3] monitoring
[3] developmentcooperation
[3] c2csummit22
[2] tech4dev
[2] reporting
[2] evaluation
[2] free

Top Hashtags in Tweet in G5:
[8] tax
[3] research
[3] taxpayers
[3] lowincome
[2] mobilemoney
[2] elevy
[2] electronictransactions
[2] tax4dev
[2] rwanda
[2] ictd

Top Hashtags in Tweet in G6:
[6] opensourcesoftware
[6] india
[6] kenya
[5] unga
[3] ict4d
[3] unitednations
[3] generalassembly
[2] opensource
[2] ospo
[1] egypt

Top Hashtags in Tweet in G7:
[14] ict4d
[2] gender
[2] inclusion
[2] jobs
[2] india
[1] digitaldivide
[1] humanrights
[1] bitcoin
[1] crypto
[1] fintech

Top Hashtags in Tweet in G8:
[4] ict4d
[2] worldmosquitoday
[2] malaria
[2] digitalhealth
[1] digital
[1] globalhealth

Top Words
Top Words in Tweet in Entire Graph:
[99] #ict4d
[44] digital
[40] research
[31] ictd
[30] ict4d
[22] watch
[19] conference
[19] different
[18] 2022
[18] year

Top Words in Tweet in G1:
[20] #ict4d
[10] research
[10] ict4d
[10] this0499154500
[9] silviahedley
[8] ncmart
[8] infotechdev
[8] digital
[8] #designthinking
[6] daiglobal

Top Words in Tweet in G2:
[7] #globaldev
[7] links
[7] feat
[4] back
[3] aidnography
[3] 451
[3] many
[3] more
[2] 452
[2] katymfallon

Top Words in Tweet in G3:
[18] digital
[16] divides
[15] cddmanchester
[14] exist
[14] #ict4d
[14] watch
[14] short
[14] presentation
[14] explains
[14] different

Top Words in Tweet in G4:
[16] #ict4d
[6] ictd
[5] innovation
[5] digital
[4] ict
[4] ict4d
[4] #digitaltransformation
[3] valencia
[3] spain
[3] #webmo

Top Words in Tweet in G5:
[10] conference
[9] research
[9] ictdtax
[8] #tax
[8] sep
[7] countries
[7] santoro_fab
[6] annual
[5] taxation
[5] paper

Top Words in Tweet in G6:
[11] github
[10] malaskumar
[9] tech
[9] social
[7] research
[6] download
[6] read
[6] good's
[6] report
[6] #opensourcesoftware

Top Words in Tweet in G7:
[14] #ict4d
[9] internet
[8] a4a_internet
[8] access
[7] cost
[6] universal
[5] ict_works
[5] apply
[5] work
[5] towards

Top Words in Tweet in G8:
[5] it4life
[5] specialist
[4] #ict4d
[4] lead
[4] ict4d
[3] dimagi
[2] saturday
[2] #worldmosquitoday
[2] ÿ
[2] great

Top Words in Tweet in G9:
[5] souhaite
[5] excellente
[5] rentrée
[5] ensemble
[5] équipe
[5] infirmiers
[5] infirmières
[5] acpoitiers
[5] ainsi
[5] qu

Top Words in Tweet in G10:
[11] looking
[11] postdoc
[11] equivalent
[11] position
[11] upcoming
[11] academic
[11] year
[11] mixed
[11] method
[11] researcher

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[17] digital,divides
[15] divides,exist
[15] exist,#ict4d
[15] #ict4d,watch
[15] watch,short
[15] short,presentation
[15] presentation,explains
[15] explains,different
[15] different,kinds
[15] kinds,#digitaldivide

Top Word Pairs in Tweet in G1:
[6] ictd,ict4d
[6] ict4d,nodexl
[6] nodexl,this0499154500
[6] this0499154500,ictdtax
[6] aren,designers
[6] designers,working
[6] working,away
[6] away,jobs
[6] jobs,socially
[6] socially,constructive

Top Word Pairs in Tweet in G2:
[7] #globaldev,links
[3] links,451
[3] 451,feat
[3] many,more
[2] aidnography,#globaldev
[2] links,452
[2] 452,feat
[2] feat,katymfallon
[2] katymfallon,lindseyhilsum
[2] lindseyhilsum,binti_ilahuka

Top Word Pairs in Tweet in G3:
[16] digital,divides
[14] divides,exist
[14] exist,#ict4d
[14] #ict4d,watch
[14] watch,short
[14] short,presentation
[14] presentation,explains
[14] explains,different
[14] different,kinds
[14] kinds,#digitaldivide

Top Word Pairs in Tweet in G4:
[4] #digitaltransformation,#ict4d
[3] valencia,spain
[3] #ict4d,#developmentcooperation
[2] ictd,digital
[2] digital,core
[2] easy,#reporting
[2] #reporting,klick
[2] klick,button
[2] button,#webmo
[2] #webmo,software

Top Word Pairs in Tweet in G5:
[4] income,countries
[4] 9th,annual
[4] annual,mannheim
[4] mannheim,taxation
[4] taxation,conference
[4] conference,8â
[4] 8â,sep
[4] digitax,programme
[3] research,director
[3] director,martinhearson

Top Word Pairs in Tweet in G6:
[9] github,tech
[9] tech,social
[6] download,read
[6] read,github
[6] social,good's
[6] good's,research
[6] research,report
[6] report,#opensourcesoftware
[6] #opensourcesoftware,#india
[6] #india,#kenya

Top Word Pairs in Tweet in G7:
[6] universal,internet
[6] internet,access
[5] work,towards
[5] towards,goal
[5] goal,universal
[5] access,focusing
[5] focusing,cost
[5] cost,connectivity
[5] connectivity,commonly
[4] a4a_internet,work

Top Word Pairs in Tweet in G8:
[4] lead,ict4d
[4] ict4d,specialist
[2] saturday,#worldmosquitoday
[2] #worldmosquitoday,ÿ
[2] ÿ,great
[2] great,reminder
[2] reminder,watch
[2] watch,recordings
[2] recordings,#ict4d
[2] #ict4d,#malaria

Top Word Pairs in Tweet in G9:
[5] souhaite,excellente
[5] excellente,rentrée
[5] rentrée,ensemble
[5] ensemble,équipe
[5] équipe,infirmiers
[5] infirmiers,infirmières
[5] infirmières,acpoitiers
[5] acpoitiers,ainsi
[5] ainsi,qu
[5] qu,aux

Top Word Pairs in Tweet in G10:
[11] looking,postdoc
[11] postdoc,equivalent
[11] equivalent,position
[11] position,upcoming
[11] upcoming,academic
[11] academic,year
[11] year,mixed
[11] mixed,method
[11] method,researcher
[11] researcher,interests

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@cddmanchester
@ictdtax
@kmarkiv
@github
@silviahedley
@santoro_fab
@malaskumar
@ncmart
@a4a_internet
@howtobuildpeace

Top Mentioned in G1:
@silviahedley
@ncmart
@infotechdev
@this0499154500
@ictdtax
@phat_controller
@designrealworld
@daiglobal
@carolinekhene
@designthinkbot

Top Mentioned in G2:
@aidnography
@katymfallon
@lindseyhilsum
@binti_ilahuka
@_jahan
@hardinlang1
@confusezeus
@taratw
@brandaid_world
@juliahkaufman

Top Mentioned in G3:
@cddmanchester
@danyork
@jane_coffin
@phat_controller
@larrypress
@lawyerpants
@dougmadory
@cashel
@johndgarrity

Top Mentioned in G4:
@amosdoornbos

Top Mentioned in G5:
@ictdtax
@santoro_fab
@giulia_mascagni
@ids_uk
@martinhearson
@jumuiya
@iippe_
@globalifa
@vvandenboogaard
@fcdoredgcsd

Top Mentioned in G6:
@github
@malaskumar
@bassemdy
@gassaf
@_dusan

Top Mentioned in G7:
@a4a_internet
@ict_works
@wayan_vota
@fortuny
@teddywoodhouse
@pvhirani
@cddmanchester
@soniaa4ai
@rondaz_g

Top Mentioned in G8:
@dimagi
@it4life
@dhis_2
@ict4dconference
@akros_global
@blsqhub
@tdrnews
@medsformalaria
@devaidjobs

Top Mentioned in G9:
@acpoitiers
@allegresabrina
@castaingerika
@dsden16
@dsden17
@sentiscatherin2
@dsden79
@glelaurence
@dsden86

Top Mentioned in G10:
@kmarkiv

Top Tweeters
Top Tweeters in Entire Graph:
@designthinkbot
@pyscalellc
@rqskye
@smartecocity
@nordicgeo
@wildnificent
@sprintbaseb
@smcosta6
@craigzelizer
@specsavers

Top Tweeters in G1:
@designthinkbot
@sprintbaseb
@sdgscolab
@iamgabbarson
@corradotopi
@liberationwork
@eventcentralme
@usaid
@techchange
@phat_controller

Top Tweeters in G2:
@tinatinde
@yagazieemezi
@_jahan
@confusezeus
@charlesjkenny
@lindseyhilsum
@kimtonghyung
@whistleblowing
@aidnography
@taratw

Top Tweeters in G3:
@smartecocity
@gamelmag
@danyork
@gquaggiotto
@jane_coffin
@apisanty
@stevesong
@globaldevinst
@dschallenges
@oscarvisiedo

Top Tweeters in G4:
@madanrao
@sanjoelma
@sachinsapkota
@hayu1029
@meandahq
@ronsalaj
@laxusdilf
@djmhughesuk
@amosdoornbos
@real_lisa_adams

Top Tweeters in G5:
@glassmanamanda
@ids_uk
@phdskat
@mike_amanpene
@jkmuraguri
@licylaw
@martinhearson
@rrainfo
@jumuiya
@economyinformal

Top Tweeters in G6:
@heatherleson
@laura_mugeha
@averageugandan
@github
@malaskumar
@allana_welch
@iphytech
@m_catchingup
@bassemdy
@iobijr

Top Tweeters in G7:
@fortuny
@wayan_vota
@ict_works
@rondaz_g
@soniaa4ai
@a4a_internet
@msmiliza
@diplomat_inno
@uttam_geopd
@teddywoodhouse

Top Tweeters in G8:
@devaidjobs
@taslim_reza1
@medsformalaria
@dimagi
@ict4dconference
@cyborgfall
@tdrnews
@dhis_2
@blsqhub
@akros_global

Top Tweeters in G9:
@acpoitiers
@patricefondin
@dsden16
@dsden17
@tonyleray79
@allegresabrina
@dsden79
@dsden86
@glelaurence
@sentiscatherin2

Top Tweeters in G10:
@johnrayknight
@lioninawhat
@jwkritchie
@luigidr
@blues76
@kmarkiv
@ballure
@tomonagashima
@carolinerpitt
@iameghnaa